Build infrastructure for user uploads/downloads
CSV
AWS S3
Output from Google Form
MongoDB
Geojson
AWS S3
Json
MongoDB
CartoDB dynamic updates?
Jason
make the data from the original sources
store all datasets on S3 bucket
townships
polygons
villages
points
misc
Make a MongoDB that holds geojsons. Takes user input (eg PCode) and inserts a sub-dict into the object's json dict.
Callout
Callout
Myanmar "Table"
Townships "Table"
Villages "Table"
Accomplishments
Completed Actions 1
Completed Actions 2
Completed Actions 3
I don't know
Action 1
Action 1a
Action 1b
Action 2
Action 3
Action 4
Action 5
Action 6
drag files & drop here
Discover segments/clusters of townships in the census data
affluence factors
cash
banks
credit cards
cell phones
electric power
livelihoods/economics
Anthony
Who are the customers?
We need to condense all of the census data features into a more concise set of features (PCA).
Visualize and define clusters in a 2 or 3 dimensional state (kmeans, GMM, DBSCAN)
Accomplishments
Completed Actions 1
Completed Actions 2
Completed Actions 3
Action 1
Action 1a
Action 1b
Action 2
Action 3
Aug 20
Action 4
Action 5
Action 6
project sample document.pdf
Predict Ability to Pay
Have a clear metric that enable decision makers to compare townships/villages (visually)
Anthony
PCA(census data matrix) => 1dimensional "affluence index"
Random Forest/Linear Regression => Feature Importance
Accomplishments
Completed Actions 1
Completed Actions 2
Completed Actions 3
Next Month
scale all the features
Action 1a
Action 1b
do PCA
Interpret PCA vectors and feature scores
Action 4
Action 5
Action 6
drag files & drop here
Front End / UX
Cycle
Look at data
Make Predictions
Advise
Get Data
Contribute Data
Vocabulary
Collect
Describe
Discover
Clustering
Predict
who needs electricity
where is does the grid exist now
what types of power people use
overall development potential
solar feasibility
digital elevation model
climate component
sun angle simulation
roads
miles covered
where is the grid going to expand
ability to pay
cell phone access
population
livelihood
capital/assets
buildings
vehicles
Advise
Cameron
Anthony: Give Cameron CartoDB credentials
Sort out polgyon upload problems with CartoDB